Pandas Profiling Report

Dataset statistics

Number of variables	25
Number of observations	250000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	46.0 MiB
Average record size in memory	193.0 B

Variable types

Numeric	19
DateTime	2
Categorical	4

Warnings

`cumulativeAudio` has constant value "19"	Constant
`cumulativeShock` has constant value "5"	Constant
`validPosition` has constant value "1"	Constant
`df_index` is highly correlated with `lon_wMins` and 4 other fields	High correlation
`lon_wMins` is highly correlated with `df_index` and 2 other fields	High correlation
`hdop` is highly correlated with `df_index` and 2 other fields	High correlation
`satellitesUsed` is highly correlated with `df_index` and 4 other fields	High correlation
`accel_mg.x` is highly correlated with `pitch`	High correlation
`accel_mg.y` is highly correlated with `df_index` and 4 other fields	High correlation
`accel_mg.z` is highly correlated with `df_index` and 2 other fields	High correlation
`pitch` is highly correlated with `accel_mg.x`	High correlation
`df_index` is highly correlated with `lon_wMins` and 4 other fields	High correlation
`lon_wMins` is highly correlated with `df_index` and 3 other fields	High correlation
`hdop` is highly correlated with `df_index` and 4 other fields	High correlation
`satellitesUsed` is highly correlated with `df_index` and 4 other fields	High correlation
`accel_mg.x` is highly correlated with `accel_mg.y` and 1 other fields	High correlation
`accel_mg.y` is highly correlated with `df_index` and 6 other fields	High correlation
`accel_mg.z` is highly correlated with `df_index` and 3 other fields	High correlation
`pitch` is highly correlated with `accel_mg.x` and 1 other fields	High correlation
`df_index` is highly correlated with `lon_wMins` and 4 other fields	High correlation
`lon_wMins` is highly correlated with `df_index` and 2 other fields	High correlation
`hdop` is highly correlated with `df_index` and 3 other fields	High correlation
`satellitesUsed` is highly correlated with `df_index` and 3 other fields	High correlation
`accel_mg.x` is highly correlated with `pitch`	High correlation
`accel_mg.y` is highly correlated with `df_index` and 2 other fields	High correlation
`accel_mg.z` is highly correlated with `df_index`	High correlation
`pitch` is highly correlated with `accel_mg.x`	High correlation
`accel_mg.y` is highly correlated with `UnixTime` and 8 other fields	High correlation
`UnixTime` is highly correlated with `accel_mg.y` and 8 other fields	High correlation
`mag_nT.z` is highly correlated with `accel_mg.y` and 9 other fields	High correlation
`gyro_dps.x` is highly correlated with `gyro_dps.z`	High correlation
`IMUfSpeed` is highly correlated with `activity`	High correlation
`lon_wMins` is highly correlated with `accel_mg.y` and 10 other fields	High correlation
`gyro_dps.y` is highly correlated with `gyro_dps.z`	High correlation
`df_index` is highly correlated with `accel_mg.y` and 12 other fields	High correlation
`gyro_dps.z` is highly correlated with `gyro_dps.x` and 1 other fields	High correlation
`lat_sMins` is highly correlated with `accel_mg.y` and 10 other fields	High correlation
`accel_mg.z` is highly correlated with `accel_mg.y` and 8 other fields	High correlation
`gps_unixTime` is highly correlated with `accel_mg.y` and 11 other fields	High correlation
`pitch` is highly correlated with `mag_nT.z` and 10 other fields	High correlation
`heading_hundredths` is highly correlated with `lon_wMins` and 4 other fields	High correlation
`mag_nT.y` is highly correlated with `mag_nT.z` and 8 other fields	High correlation
`velocity_cm_s` is highly correlated with `activity`	High correlation
`satellitesUsed` is highly correlated with `accel_mg.y` and 12 other fields	High correlation
`mag_nT.x` is highly correlated with `accel_mg.y` and 12 other fields	High correlation
`hdop` is highly correlated with `UnixTime` and 2 other fields	High correlation
`activity` is highly correlated with `IMUfSpeed` and 7 other fields	High correlation
`accel_mg.x` is highly correlated with `pitch` and 1 other fields	High correlation
`cumulativeAudio` is highly correlated with `activity` and 2 other fields	High correlation
`activity` is highly correlated with `cumulativeAudio` and 2 other fields	High correlation
`validPosition` is highly correlated with `cumulativeAudio` and 2 other fields	High correlation
`cumulativeShock` is highly correlated with `cumulativeAudio` and 2 other fields	High correlation
`df_index` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`velocity_cm_s` has 157587 (63.0%) zeros	Zeros
`gyro_dps.x` has 38302 (15.3%) zeros	Zeros
`gyro_dps.y` has 46474 (18.6%) zeros	Zeros
`gyro_dps.z` has 71272 (28.5%) zeros	Zeros
`IMUspeed` has 50696 (20.3%) zeros	Zeros
`pitch` has 6563 (2.6%) zeros	Zeros

Reproduction

Analysis started	2021-08-15 10:00:52.116127
Analysis finished	2021-08-15 10:02:51.019066
Duration	1 minute and 58.9 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	250000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	278971.856

Minimum	0
Maximum	558399
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	27940.95
Q1	139397.75
median	278853.5
Q3	418360.25
95-th percentile	530475.2
Maximum	558399
Range	558399
Interquartile range (IQR)	278962.5

Descriptive statistics

Standard deviation	161102.8929
Coefficient of variation (CV)	0.5774879776
Kurtosis	-1.198601397
Mean	278971.856
Median Absolute Deviation (MAD)	139482
Skewness	0.002489939113
Sum	6.9742964 × 10¹⁰
Variance	2.59541421 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
526335	1	< 0.1%
214333	1	< 0.1%
202039	1	< 0.1%
204086	1	< 0.1%
210227	1	< 0.1%
551548	1	< 0.1%
84260	1	< 0.1%
257320	1	< 0.1%
245026	1	< 0.1%
531358	1	< 0.1%
Other values (249990)	249990	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
13	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
17	1	< 0.1%
22	1	< 0.1%

Value	Count	Frequency (%)
558399	1	< 0.1%
558398	1	< 0.1%
558397	1	< 0.1%
558396	1	< 0.1%
558394	1	< 0.1%
558387	1	< 0.1%
558386	1	< 0.1%
558384	1	< 0.1%
558381	1	< 0.1%
558378	1	< 0.1%

UnixTime
Date

HIGH CORRELATION

Distinct	36
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

Minimum	1970-01-01 00:00:01.532740
Maximum	1970-07-29 05:36:40

Histogram

Histogram with fixed size bins (bins=36)

cumulativeAudio
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

19	250000

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	500000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	19
2nd row	19
3rd row	19
4th row	19
5th row	19

Common Values

Value	Count	Frequency (%)
19	250000	100.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
19	250000	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	250000	50.0%
9	250000	50.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	500000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	250000	50.0%
9	250000	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	500000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	250000	50.0%
9	250000	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	500000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	250000	50.0%
9	250000	50.0%

cumulativeShock
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

5	250000

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	250000
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5
2nd row	5
3rd row	5
4th row	5
5th row	5

Common Values

Value	Count	Frequency (%)
5	250000	100.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
5	250000	100.0%

Most occurring characters

Value	Count	Frequency (%)
5	250000	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	250000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	250000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	250000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	250000	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	250000	100.0%

lat_sMins
Real number (ℝ)

HIGH CORRELATION

Distinct	232
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-27.78859648

Minimum	-27.78898
Maximum	-27.788231
Zeros	0
Zeros (%)	0.0%
Negative	250000
Negative (%)	100.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	-27.78898
5-th percentile	-27.788916
Q1	-27.78882
median	-27.788591
Q3	-27.788445
95-th percentile	-27.7883
Maximum	-27.788231
Range	0.000749
Interquartile range (IQR)	0.000375

Descriptive statistics

Standard deviation	0.0001989235215
Coefficient of variation (CV)	-7.158458747 × 10^-6
Kurtosis	-1.125086068
Mean	-27.78859648
Median Absolute Deviation (MAD)	0.000154
Skewness	-0.09443664309
Sum	-6947149.12
Variance	3.957056742 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-27.788496	27230	10.9%
-27.788836	14733	5.9%
-27.7883	13593	5.4%
-27.788862	11814	4.7%
-27.788582	11485	4.6%
-27.788313	10327	4.1%
-27.788437	8121	3.2%
-27.788343	6729	2.7%
-27.78834	6423	2.6%
-27.788557	5756	2.3%
Other values (222)	133789	53.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-27.78898	24	< 0.1%
-27.788979	21	< 0.1%
-27.788977	17	< 0.1%
-27.788971	22	< 0.1%
-27.788965	47	< 0.1%
-27.788963	279	0.1%
-27.788956	75	< 0.1%
-27.788954	493	0.2%
-27.78895	1091	0.4%
-27.788946	26	< 0.1%

Value	Count	Frequency (%)
-27.788231	89	< 0.1%
-27.788279	21	< 0.1%
-27.788282	1513	0.6%
-27.788284	22	< 0.1%
-27.788286	116	< 0.1%
-27.788292	109	< 0.1%
-27.788294	68	< 0.1%
-27.788298	118	< 0.1%
-27.7883	13593	5.4%
-27.788301	880	0.4%

lon_wMins
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	189
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	152.6865837

Minimum	152.685593
Maximum	152.689301
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	152.685593
5-th percentile	152.685715
Q1	152.685959
median	152.686234
Q3	152.686615
95-th percentile	152.689011
Maximum	152.689301
Range	0.003708
Interquartile range (IQR)	0.000656

Descriptive statistics

Standard deviation	0.0010114717
Coefficient of variation (CV)	6.624496239 × 10^-6
Kurtosis	0.5710734914
Mean	152.6865837
Median Absolute Deviation (MAD)	0.000366
Skewness	1.362838914
Sum	38171645.93
Variance	1.023074999 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
152.685989	29775	11.9%
152.685745	23481	9.4%
152.686295	18247	7.3%
152.685959	15874	6.3%
152.686554	12937	5.2%
152.685715	12417	5.0%
152.686447	10489	4.2%
152.68779	9805	3.9%
152.686615	5736	2.3%
152.685806	5644	2.3%
Other values (179)	105595	42.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
152.685593	87	< 0.1%
152.685623	89	< 0.1%
152.685684	323	0.1%
152.685699	79	< 0.1%
152.685715	12417	5.0%
152.68573	2939	1.2%
152.685745	23481	9.4%
152.68576	4716	1.9%
152.685776	4439	1.8%
152.685791	2135	0.9%

Value	Count	Frequency (%)
152.689301	164	0.1%
152.689285	2520	1.0%
152.68927	38	< 0.1%
152.689255	46	< 0.1%
152.689163	3388	1.4%
152.689148	48	< 0.1%
152.689133	40	< 0.1%
152.689117	1497	0.6%
152.689102	940	0.4%
152.689056	662	0.3%

gps_unixTime
Date

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

Minimum	1970-01-01 00:00:01.532740
Maximum	1970-01-01 00:00:01.532760

Histogram

Histogram with fixed size bins (bins=3)

heading_hundredths
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1410
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	163.422131

Minimum	0.08
Maximum	359.16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0.08
5-th percentile	13.37
Q1	70.93
median	128.28
Q3	287.49
95-th percentile	349.92
Maximum	359.16
Range	359.08
Interquartile range (IQR)	216.56

Descriptive statistics

Standard deviation	117.8792291
Coefficient of variation (CV)	0.721317415
Kurtosis	-1.367552736
Mean	163.422131
Median Absolute Deviation (MAD)	87.68
Skewness	0.3473012519
Sum	40855532.74
Variance	13895.51264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
349.92	27136	10.9%
78.07	14097	5.6%
287.49	12693	5.1%
21.86	11263	4.5%
209.93	9911	4.0%
306.63	9696	3.9%
78.65	8074	3.2%
52.84	6499	2.6%
336.15	6217	2.5%
13.37	5472	2.2%
Other values (1400)	138942	55.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.08	14	< 0.1%
0.17	111	< 0.1%
0.69	25	< 0.1%
1.74	26	< 0.1%
1.84	17	< 0.1%
1.93	23	< 0.1%
2.15	20	< 0.1%
2.41	17	< 0.1%
2.72	3409	1.4%
3.88	164	0.1%

Value	Count	Frequency (%)
359.16	25	< 0.1%
359.02	77	< 0.1%
358.84	26	< 0.1%
358.67	41	< 0.1%
358.4	166	0.1%
358.21	22	< 0.1%
357.85	26	< 0.1%
357.54	22	< 0.1%
357.42	16	< 0.1%
357.19	24	< 0.1%

velocity_cm_s
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	96
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.367204

Minimum	0
Maximum	711
Zeros	157587
Zeros (%)	63.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	19
95-th percentile	19
Maximum	711
Range	711
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	19.16063344
Coefficient of variation (CV)	2.045501885
Kurtosis	328.6471441
Mean	9.367204
Median Absolute Deviation (MAD)	0
Skewness	10.799691
Sum	2341801
Variance	367.1298737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	157587	63.0%
19	76274	30.5%
80	523	0.2%
13	497	0.2%
14	461	0.2%
4	428	0.2%
78	426	0.2%
3	409	0.2%
74	378	0.2%
77	377	0.2%
Other values (86)	12640	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	157587	63.0%
1	57	< 0.1%
2	287	0.1%
3	409	0.2%
4	428	0.2%
5	366	0.1%
6	313	0.1%
7	317	0.1%
8	371	0.1%
9	291	0.1%

Value	Count	Frequency (%)
711	45	< 0.1%
158	20	< 0.1%
138	47	< 0.1%
122	21	< 0.1%
113	20	< 0.1%
103	19	< 0.1%
102	23	< 0.1%
101	45	< 0.1%
100	20	< 0.1%
99	147	0.1%

hdop
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5730756

Minimum	0.5
Maximum	4.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0.5
5-th percentile	0.5
Q1	0.5
median	0.6
Q3	0.6
95-th percentile	0.8
Maximum	4.1
Range	3.6
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.1121693675
Coefficient of variation (CV)	0.1957322342
Kurtosis	104.5824615
Mean	0.5730756
Median Absolute Deviation (MAD)	0.1
Skewness	5.944786656
Sum	143268.9
Variance	0.01258196701
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0.5	119273	47.7%
0.6	108898	43.6%
0.7	7914	3.2%
0.8	7110	2.8%
0.9	3679	1.5%
1	1338	0.5%
1.3	583	0.2%
1.4	548	0.2%
1.1	277	0.1%
1.2	238	0.1%
Other values (5)	142	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.5	119273	47.7%
0.6	108898	43.6%
0.7	7914	3.2%
0.8	7110	2.8%
0.9	3679	1.5%
1	1338	0.5%
1.1	277	0.1%
1.2	238	0.1%
1.3	583	0.2%
1.4	548	0.2%

Value	Count	Frequency (%)
4.1	22	< 0.1%
2	24	< 0.1%
1.9	24	< 0.1%
1.7	23	< 0.1%
1.6	49	< 0.1%
1.4	548	0.2%
1.3	583	0.2%
1.2	238	0.1%
1.1	277	0.1%
1	1338	0.5%

satellitesUsed
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.186456

Minimum	4
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	4
5-th percentile	11
Q1	18
median	19
Q3	19
95-th percentile	21
Maximum	22
Range	18
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.556341976
Coefficient of variation (CV)	0.1405629539
Kurtosis	5.33823281
Mean	18.186456
Median Absolute Deviation (MAD)	1
Skewness	-2.119214367
Sum	4546614
Variance	6.5348843
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
19	80467	32.2%
18	62681	25.1%
20	37730	15.1%
17	19323	7.7%
21	10874	4.3%
22	9516	3.8%
16	9033	3.6%
10	5853	2.3%
9	3145	1.3%
11	2807	1.1%
Other values (9)	8571	3.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	22	< 0.1%
5	48	< 0.1%
6	45	< 0.1%
7	237	0.1%
8	1835	0.7%
9	3145	1.3%
10	5853	2.3%
11	2807	1.1%
12	534	0.2%
13	1532	0.6%

Value	Count	Frequency (%)
22	9516	3.8%
21	10874	4.3%
20	37730	15.1%
19	80467	32.2%
18	62681	25.1%
17	19323	7.7%
16	9033	3.6%
15	2733	1.1%
14	1585	0.6%
13	1532	0.6%

validPosition
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

1	250000

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	250000
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	250000	100.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	250000	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	250000	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	250000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	250000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	250000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	250000	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	250000	100.0%

accel_mg.x
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1844
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	406.134472

Minimum	-2000
Maximum	1999
Zeros	174
Zeros (%)	0.1%
Negative	52265
Negative (%)	20.9%
Memory size	1.9 MiB

Quantile statistics

Minimum	-2000
5-th percentile	-267
Q1	115
median	511
Q3	680
95-th percentile	825
Maximum	1999
Range	3999
Interquartile range (IQR)	565

Descriptive statistics

Standard deviation	356.0776627
Coefficient of variation (CV)	0.8767481888
Kurtosis	-0.5814850257
Mean	406.134472
Median Absolute Deviation (MAD)	199
Skewness	-0.7518382126
Sum	101533618
Variance	126791.3019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
520	1043	0.4%
518	1035	0.4%
519	983	0.4%
515	934	0.4%
516	924	0.4%
521	918	0.4%
517	882	0.4%
513	802	0.3%
500	797	0.3%
502	785	0.3%
Other values (1834)	240897	96.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2000	3	< 0.1%
-1503	1	< 0.1%
-1494	1	< 0.1%
-1337	1	< 0.1%
-1202	1	< 0.1%
-1021	1	< 0.1%
-1012	1	< 0.1%
-979	1	< 0.1%
-938	1	< 0.1%
-912	1	< 0.1%

Value	Count	Frequency (%)
1999	2	< 0.1%
1858	1	< 0.1%
1818	1	< 0.1%
1745	1	< 0.1%
1734	1	< 0.1%
1655	1	< 0.1%
1635	1	< 0.1%
1625	1	< 0.1%
1531	1	< 0.1%
1475	1	< 0.1%

accel_mg.y
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1901
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	449.96624

Minimum	-2000
Maximum	1999
Zeros	188
Zeros (%)	0.1%
Negative	13033
Negative (%)	5.2%
Memory size	1.9 MiB

Quantile statistics

Minimum	-2000
5-th percentile	-3
Q1	136
median	330
Q3	836
95-th percentile	994
Maximum	1999
Range	3999
Interquartile range (IQR)	700

Descriptive statistics

Standard deviation	365.7456432
Coefficient of variation (CV)	0.8128290763
Kurtosis	-1.356203958
Mean	449.96624
Median Absolute Deviation (MAD)	262
Skewness	0.3063451286
Sum	112491560
Variance	133769.8755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
774	1188	0.5%
775	1129	0.5%
776	1039	0.4%
773	1027	0.4%
777	965	0.4%
778	956	0.4%
781	814	0.3%
780	807	0.3%
779	799	0.3%
782	769	0.3%
Other values (1891)	240507	96.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2000	1	< 0.1%
-1569	1	< 0.1%
-1267	1	< 0.1%
-963	1	< 0.1%
-858	1	< 0.1%
-803	1	< 0.1%
-785	1	< 0.1%
-741	1	< 0.1%
-735	1	< 0.1%
-705	1	< 0.1%

Value	Count	Frequency (%)
1999	8	< 0.1%
1902	1	< 0.1%
1880	1	< 0.1%
1861	1	< 0.1%
1818	1	< 0.1%
1775	1	< 0.1%
1732	1	< 0.1%
1719	1	< 0.1%
1702	1	< 0.1%
1629	1	< 0.1%

accel_mg.z
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2002
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	515.126848

Minimum	-2000
Maximum	1999
Zeros	177
Zeros (%)	0.1%
Negative	33809
Negative (%)	13.5%
Memory size	1.9 MiB

Quantile statistics

Minimum	-2000
5-th percentile	-168
Q1	181
median	650
Q3	802
95-th percentile	967
Maximum	1999
Range	3999
Interquartile range (IQR)	621

Descriptive statistics

Standard deviation	378.0408402
Coefficient of variation (CV)	0.7338791245
Kurtosis	-0.7831623678
Mean	515.126848
Median Absolute Deviation (MAD)	239
Skewness	-0.6078247773
Sum	128781712
Variance	142914.8769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
747	822	0.3%
408	783	0.3%
750	762	0.3%
411	758	0.3%
746	755	0.3%
744	752	0.3%
745	749	0.3%
409	741	0.3%
748	733	0.3%
752	682	0.3%
Other values (1992)	242463	97.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2000	1	< 0.1%
-1036	1	< 0.1%
-1028	1	< 0.1%
-1026	1	< 0.1%
-933	1	< 0.1%
-838	1	< 0.1%
-772	2	< 0.1%
-744	1	< 0.1%
-706	1	< 0.1%
-691	1	< 0.1%

Value	Count	Frequency (%)
1999	2	< 0.1%
1944	1	< 0.1%
1833	1	< 0.1%
1774	1	< 0.1%
1726	1	< 0.1%
1694	1	< 0.1%
1673	1	< 0.1%
1654	1	< 0.1%
1599	1	< 0.1%
1598	1	< 0.1%

gyro_dps.x
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	69
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.754036

Minimum	-117
Maximum	47
Zeros	38302
Zeros (%)	15.3%
Negative	157128
Negative (%)	62.9%
Memory size	1.9 MiB

Quantile statistics

Minimum	-117
5-th percentile	-5
Q1	-2
median	-1
Q3	0
95-th percentile	3
Maximum	47
Range	164
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.467891828
Coefficient of variation (CV)	-3.272909818
Kurtosis	51.0806651
Mean	-0.754036
Median Absolute Deviation (MAD)	1
Skewness	-0.8518667098
Sum	-188509
Variance	6.090490073
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	91300	36.5%
0	38302	15.3%
-2	25799	10.3%
1	22605	9.0%
-3	16861	6.7%
2	13951	5.6%
-4	9845	3.9%
3	8065	3.2%
-5	5807	2.3%
4	4238	1.7%
Other values (59)	13227	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-117	1	< 0.1%
-111	1	< 0.1%
-86	1	< 0.1%
-57	1	< 0.1%
-49	1	< 0.1%
-41	1	< 0.1%
-32	2	< 0.1%
-30	1	< 0.1%
-29	2	< 0.1%
-28	2	< 0.1%

Value	Count	Frequency (%)
47	1	< 0.1%
36	2	< 0.1%
33	1	< 0.1%
31	2	< 0.1%
30	2	< 0.1%
29	1	< 0.1%
28	4	< 0.1%
26	1	< 0.1%
25	1	< 0.1%
24	3	< 0.1%

gyro_dps.y
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	68
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.641236

Minimum	-111
Maximum	62
Zeros	46474
Zeros (%)	18.6%
Negative	150927
Negative (%)	60.4%
Memory size	1.9 MiB

Quantile statistics

Minimum	-111
5-th percentile	-4
Q1	-1
median	-1
Q3	0
95-th percentile	3
Maximum	62
Range	173
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.503496248
Coefficient of variation (CV)	-3.904172953
Kurtosis	28.23717791
Mean	-0.641236
Median Absolute Deviation (MAD)	1
Skewness	-0.1963587785
Sum	-160309
Variance	6.267493462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	91432	36.6%
0	46474	18.6%
-2	27625	11.1%
1	21998	8.8%
-3	14446	5.8%
2	12367	4.9%
3	7119	2.8%
-4	6884	2.8%
4	4123	1.6%
-5	3678	1.5%
Other values (58)	13854	5.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-111	1	< 0.1%
-36	1	< 0.1%
-32	2	< 0.1%
-27	1	< 0.1%
-26	5	< 0.1%
-25	2	< 0.1%
-24	5	< 0.1%
-23	6	< 0.1%
-22	8	< 0.1%
-21	7	< 0.1%

Value	Count	Frequency (%)
62	1	< 0.1%
48	1	< 0.1%
45	1	< 0.1%
43	1	< 0.1%
41	1	< 0.1%
39	1	< 0.1%
38	2	< 0.1%
33	1	< 0.1%
32	1	< 0.1%
31	1	< 0.1%

gyro_dps.z
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	45
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.51358

Minimum	-57
Maximum	34
Zeros	71272
Zeros (%)	28.5%
Negative	125069
Negative (%)	50.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	-57
5-th percentile	-4
Q1	-1
median	-1
Q3	0
95-th percentile	3
Maximum	34
Range	91
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.110171888
Coefficient of variation (CV)	-4.108750122
Kurtosis	7.433346164
Mean	-0.51358
Median Absolute Deviation (MAD)	1
Skewness	-0.15958098
Sum	-128395
Variance	4.452825395
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
-1	71742	28.7%
0	71272	28.5%
1	24913	10.0%
-2	23970	9.6%
2	13307	5.3%
-3	12882	5.2%
-4	7220	2.9%
3	7063	2.8%
-5	4179	1.7%
4	3772	1.5%
Other values (35)	9680	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-57	1	< 0.1%
-31	1	< 0.1%
-30	2	< 0.1%
-22	1	< 0.1%
-18	3	< 0.1%
-17	7	< 0.1%
-16	7	< 0.1%
-15	11	< 0.1%
-14	19	< 0.1%
-13	32	< 0.1%

Value	Count	Frequency (%)
34	1	< 0.1%
27	1	< 0.1%
26	1	< 0.1%
24	1	< 0.1%
22	1	< 0.1%
20	1	< 0.1%
17	1	< 0.1%
15	4	< 0.1%
14	12	< 0.1%
13	19	< 0.1%

mag_nT.x
Real number (ℝ)

HIGH CORRELATION

Distinct	515
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-4942.042488

Minimum	-32686
Maximum	32700
Zeros	978
Zeros (%)	0.4%
Negative	149142
Negative (%)	59.7%
Memory size	1.9 MiB

Quantile statistics

Minimum	-32686
5-th percentile	-30886
Q1	-19636
median	-3736
Q3	5100
95-th percentile	25350
Maximum	32700
Range	65386
Interquartile range (IQR)	24736

Descriptive statistics

Standard deviation	16618.32905
Coefficient of variation (CV)	-3.362643906
Kurtosis	-0.6779381229
Mean	-4942.042488
Median Absolute Deviation (MAD)	11386
Skewness	0.2056978826
Sum	-1235510622
Variance	276168860.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2550	1333	0.5%
-31486	1297	0.5%
4050	1295	0.5%
3000	1278	0.5%
2250	1277	0.5%
-31636	1261	0.5%
1950	1256	0.5%
1350	1220	0.5%
2850	1219	0.5%
3600	1212	0.5%
Other values (505)	237352	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-32686	518	0.2%
-32536	626	0.3%
-32386	735	0.3%
-32236	1068	0.4%
-32086	999	0.4%
-31936	1094	0.4%
-31786	1012	0.4%
-31636	1261	0.5%
-31486	1297	0.5%
-31336	1177	0.5%

Value	Count	Frequency (%)
32700	458	0.2%
32550	317	0.1%
32400	309	0.1%
32250	225	0.1%
32100	181	0.1%
31950	226	0.1%
31800	280	0.1%
31650	343	0.1%
31500	276	0.1%
31350	289	0.1%

mag_nT.y
Real number (ℝ)

HIGH CORRELATION

Distinct	541
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3467.107816

Minimum	-32700
Maximum	32700
Zeros	365
Zeros (%)	0.1%
Negative	88461
Negative (%)	35.4%
Memory size	1.9 MiB

Quantile statistics

Minimum	-32700
5-th percentile	-31636
Q1	-17700
median	8850
Q3	21450
95-th percentile	30450
Maximum	32700
Range	65400
Interquartile range (IQR)	39150

Descriptive statistics

Standard deviation	21294.53278
Coefficient of variation (CV)	6.141872105
Kurtosis	-1.202809038
Mean	3467.107816
Median Absolute Deviation (MAD)	15000
Skewness	-0.4731454485
Sum	866776954
Variance	453457126.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-32236	1891	0.8%
-31936	1831	0.7%
-32086	1749	0.7%
-31636	1727	0.7%
-32386	1701	0.7%
-31786	1680	0.7%
-32536	1633	0.7%
-31486	1612	0.6%
-31336	1575	0.6%
-31036	1563	0.6%
Other values (531)	233038	93.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-32700	8	< 0.1%
-32686	1400	0.6%
-32550	18	< 0.1%
-32536	1633	0.7%
-32400	20	< 0.1%
-32386	1701	0.7%
-32250	8	< 0.1%
-32236	1891	0.8%
-32100	10	< 0.1%
-32086	1749	0.7%

Value	Count	Frequency (%)
32700	1436	0.6%
32686	5	< 0.1%
32550	1124	0.4%
32536	15	< 0.1%
32400	1028	0.4%
32386	4	< 0.1%
32250	932	0.4%
32100	794	0.3%
32086	6	< 0.1%
31950	769	0.3%

mag_nT.z
Real number (ℝ)

HIGH CORRELATION

Distinct	588
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4200.009112

Minimum	-32700
Maximum	32686
Zeros	277
Zeros (%)	0.1%
Negative	94909
Negative (%)	38.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	-32700
5-th percentile	-29850
Q1	-22500
median	14086
Q3	23386
95-th percentile	30436
Maximum	32686
Range	65386
Interquartile range (IQR)	45886

Descriptive statistics

Standard deviation	22168.02461
Coefficient of variation (CV)	5.278089648
Kurtosis	-1.48028792
Mean	4200.009112
Median Absolute Deviation (MAD)	13936
Skewness	-0.3993458561
Sum	1050002278
Variance	491421315.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-23400	1724	0.7%
-23100	1663	0.7%
-23550	1651	0.7%
-23250	1535	0.6%
-23700	1511	0.6%
-22950	1477	0.6%
-23850	1379	0.6%
-25950	1355	0.5%
-22800	1273	0.5%
-24000	1269	0.5%
Other values (578)	235163	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-32700	616	0.2%
-32550	725	0.3%
-32400	713	0.3%
-32250	696	0.3%
-32100	732	0.3%
-31950	704	0.3%
-31800	737	0.3%
-31650	639	0.3%
-31500	644	0.3%
-31350	667	0.3%

Value	Count	Frequency (%)
32686	684	0.3%
32536	703	0.3%
32386	888	0.4%
32236	627	0.3%
32086	702	0.3%
31936	756	0.3%
31786	770	0.3%
31636	805	0.3%
31486	862	0.3%
31336	953	0.4%

IMUspeed
Real number (ℝ_≥0)

ZEROS

Distinct	191
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.317884

Minimum	0
Maximum	403
Zeros	50696
Zeros (%)	20.3%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	11
Q3	29
95-th percentile	74
Maximum	403
Range	403
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	27.33662742
Coefficient of variation (CV)	1.28233306
Kurtosis	16.63178871
Mean	21.317884
Median Absolute Deviation (MAD)	11
Skewness	3.019345331
Sum	5329471
Variance	747.2911989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	50696	20.3%
10	18661	7.5%
9	16169	6.5%
11	12479	5.0%
8	7335	2.9%
12	6228	2.5%
7	5593	2.2%
13	4980	2.0%
14	4280	1.7%
16	4129	1.7%
Other values (181)	119450	47.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50696	20.3%
1	2817	1.1%
2	2976	1.2%
3	3156	1.3%
4	2865	1.1%
5	3882	1.6%
6	3422	1.4%
7	5593	2.2%
8	7335	2.9%
9	16169	6.5%

Value	Count	Frequency (%)
403	24	< 0.1%
321	24	< 0.1%
318	12	< 0.1%
314	20	< 0.1%
296	25	< 0.1%
267	21	< 0.1%
259	22	< 0.1%
258	21	< 0.1%
256	30	< 0.1%
242	30	< 0.1%

IMUfSpeed
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	131
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.9404

Minimum	0
Maximum	188
Zeros	239
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	10
median	17
Q3	27
95-th percentile	48
Maximum	188
Range	188
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	15.48611918
Coefficient of variation (CV)	0.7395331119
Kurtosis	14.20051551
Mean	20.9404
Median Absolute Deviation (MAD)	7
Skewness	2.754587708
Sum	5235100
Variance	239.8198871
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	31374	12.5%
9	26235	10.5%
8	11905	4.8%
11	10071	4.0%
12	7351	2.9%
22	7040	2.8%
16	6988	2.8%
18	6920	2.8%
17	6867	2.7%
15	6604	2.6%
Other values (121)	128645	51.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	239	0.1%
1	385	0.2%
2	527	0.2%
3	662	0.3%
4	1100	0.4%
5	1550	0.6%
6	1978	0.8%
7	3555	1.4%
8	11905	4.8%
9	26235	10.5%

Value	Count	Frequency (%)
188	20	< 0.1%
183	21	< 0.1%
179	21	< 0.1%
178	21	< 0.1%
174	22	< 0.1%
170	20	< 0.1%
157	23	< 0.1%
154	21	< 0.1%
150	45	< 0.1%
143	28	< 0.1%

pitch
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	108
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-24.970204

Minimum	-72
Maximum	44
Zeros	6563
Zeros (%)	2.6%
Negative	195149
Negative (%)	78.1%
Memory size	1.9 MiB

Quantile statistics

Minimum	-72
5-th percentile	-52
Q1	-42
median	-30
Q3	-6
95-th percentile	15
Maximum	44
Range	116
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	21.741537
Coefficient of variation (CV)	-0.870699214
Kurtosis	-0.7541302628
Mean	-24.970204
Median Absolute Deviation (MAD)	14
Skewness	0.5897796903
Sum	-6242551
Variance	472.694431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-30	12587	5.0%
-29	10374	4.1%
-28	7860	3.1%
0	6563	2.6%
-45	6137	2.5%
-43	5511	2.2%
-44	5499	2.2%
-42	5465	2.2%
-41	5219	2.1%
-47	5216	2.1%
Other values (98)	179569	71.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-72	89	< 0.1%
-71	46	< 0.1%
-70	42	< 0.1%
-69	22	< 0.1%
-68	40	< 0.1%
-67	135	0.1%
-66	35	< 0.1%
-65	76	< 0.1%
-64	215	0.1%
-63	186	0.1%

Value	Count	Frequency (%)
44	25	< 0.1%
34	17	< 0.1%
33	25	< 0.1%
32	20	< 0.1%
31	16	< 0.1%
30	26	< 0.1%
29	131	0.1%
28	132	0.1%
27	213	0.1%
26	147	0.1%

activity
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.5 KiB

1	92694
2	80034
0	56987
3	20285

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	250000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	0
3rd row	1
4th row	2
5th row	3

Common Values

Value	Count	Frequency (%)
1	92694	37.1%
2	80034	32.0%
0	56987	22.8%
3	20285	8.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	92694	37.1%
2	80034	32.0%
0	56987	22.8%
3	20285	8.1%

Most occurring characters

Value	Count	Frequency (%)
1	92694	37.1%
2	80034	32.0%
0	56987	22.8%
3	20285	8.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	250000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	92694	37.1%
2	80034	32.0%
0	56987	22.8%
3	20285	8.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	250000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	92694	37.1%
2	80034	32.0%
0	56987	22.8%
3	20285	8.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	92694	37.1%
2	80034	32.0%
0	56987	22.8%
3	20285	8.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	UnixTime	cumulativeAudio	cumulativeShock	lat_sMins	lon_wMins	gps_unixTime	heading_hundredths	velocity_cm_s	hdop	satellitesUsed	validPosition	accel_mg.x	accel_mg.y	accel_mg.z	gyro_dps.x	gyro_dps.y	gyro_dps.z	mag_nT.x	mag_nT.y	mag_nT.z	IMUspeed	IMUfSpeed	pitch	activity
0	388087	1970-01-01 00:00:01.532760	19	5	-27.788300	152.686295	1970-01-01 00:00:01.532760	287.49	0	0.5	19	1	7	166	1032	6	3	-8	-22936	-12000	25936	50	30	-8	3
1	29397	1970-01-01 00:00:01.532750	19	5	-27.788557	152.686020	1970-01-01 00:00:01.532750	34.48	0	0.8	13	1	20	985	-247	-1	0	-1	-7336	-20100	17400	16	9	-2	0
2	237058	1970-01-01 00:00:01.532750	19	5	-27.788862	152.685715	1970-01-01 00:00:01.532750	21.86	0	0.6	18	1	521	458	736	-1	-1	0	24450	-30586	-25350	9	9	-31	1
3	516083	1970-01-01 00:00:01.532760	19	5	-27.788660	152.688675	1970-01-01 00:00:01.532760	74.23	0	0.5	21	1	694	239	703	1	-2	0	11400	13800	22036	20	25	-39	2
4	137625	1970-01-01 00:00:01.532750	19	5	-27.788780	152.685898	1970-01-01 00:00:01.532750	211.58	84	0.6	18	1	101	871	-276	-3	4	-4	-9436	17700	9900	16	60	16	3
5	66983	1970-01-01 00:00:01.532750	19	5	-27.788496	152.685989	1970-01-01 00:00:01.532750	349.92	0	0.6	18	1	499	945	133	-4	2	3	-2986	7650	10350	25	37	-24	2
6	381002	1970-01-01 00:00:01.532760	19	5	-27.788300	152.686295	1970-01-01 00:00:01.532760	287.49	0	0.5	19	1	768	151	684	-1	0	1	32700	-26236	-17700	20	12	-44	1
7	233020	1970-01-01 00:00:01.532750	19	5	-27.788862	152.685715	1970-01-01 00:00:01.532750	21.86	0	0.6	18	1	508	456	745	-1	-1	-1	23100	-28936	-25200	10	9	-30	1
8	62150	1970-01-01 00:00:01.532750	19	5	-27.788496	152.685989	1970-01-01 00:00:01.532750	349.92	19	0.6	17	1	489	987	122	-3	1	-1	-6586	13050	12750	0	13	-37	1
9	357412	1970-01-01 00:00:01.532760	19	5	-27.788313	152.686447	1970-01-01 00:00:01.532760	209.93	0	0.5	19	1	675	173	690	-3	-1	0	-23086	26550	29986	9	12	-51	1

Last rows

	df_index	UnixTime	cumulativeAudio	cumulativeShock	lat_sMins	lon_wMins	gps_unixTime	heading_hundredths	velocity_cm_s	hdop	satellitesUsed	validPosition	accel_mg.x	accel_mg.y	accel_mg.z	gyro_dps.x	gyro_dps.y	gyro_dps.z	mag_nT.x	mag_nT.y	mag_nT.z	IMUspeed	IMUfSpeed	pitch	activity
249990	27907	1970-01-01 00:00:01.532750	19	5	-27.788574	152.685959	1970-01-01 00:00:01.532750	28.07	0	0.6	18	1	-44	993	-214	-1	0	0	-9736	-21000	15900	11	9	5	0
249991	49315	1970-01-01 00:00:01.532750	19	5	-27.788557	152.685959	1970-01-01 00:00:01.532750	13.37	0	0.6	18	1	-16	1025	-127	1	-6	1	-11536	-1200	24300	13	11	4	0
249992	126254	1970-01-01 00:00:01.532750	19	5	-27.788437	152.685959	1970-01-01 00:00:01.532750	78.65	19	0.6	18	1	423	959	15	2	-1	-1	-16336	21600	-26700	49	16	-24	1
249993	268206	1970-01-01 00:00:01.532750	19	5	-27.788927	152.686035	1970-01-01 00:00:01.532750	158.63	0	0.6	19	1	740	100	619	0	0	2	-450	29250	-30450	20	21	-52	2
249994	300806	1970-01-01 00:00:01.532750	19	5	-27.788597	152.686615	1970-01-01 00:00:01.532750	56.86	19	0.6	19	1	728	7	663	3	-1	-1	15000	17100	15736	78	26	-29	2
249995	337641	1970-01-01 00:00:01.532760	19	5	-27.788313	152.686447	1970-01-01 00:00:01.532760	209.93	19	0.5	18	1	773	-71	643	0	-1	0	28350	-23686	-12150	18	13	-48	1
249996	385284	1970-01-01 00:00:01.532760	19	5	-27.788300	152.686295	1970-01-01 00:00:01.532760	287.49	19	0.5	19	1	681	260	759	-1	-3	0	-25486	18150	21886	50	25	-43	2
249997	312844	1970-01-01 00:00:01.532750	19	5	-27.788445	152.686615	1970-01-01 00:00:01.532750	2.72	0	0.6	19	1	759	184	629	-2	-1	-1	-31636	24000	18436	0	22	-54	2
249998	313804	1970-01-01 00:00:01.532750	19	5	-27.788445	152.686615	1970-01-01 00:00:01.532750	2.72	19	0.6	19	1	387	329	962	0	7	-3	-24736	22500	22936	25	26	-46	2
249999	297153	1970-01-01 00:00:01.532750	19	5	-27.788651	152.686600	1970-01-01 00:00:01.532750	15.53	0	0.6	19	1	861	435	442	-2	-4	-1	9900	24300	20536	0	15	-50	1

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows